{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "augmentation.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "nwD41uPlUUbr"
      },
      "outputs": [],
      "source": [
        "#important import libraries\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "import os\n",
        "import cv2 as cv\n",
        "from google.colab.patches import cv2_imshow\n",
        "from IPython.display import clear_output\n",
        "from google.colab import files"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#unzip the folder containing your images\n",
        "!unzip \"/content/Total Images Process.zip\" -d \"/content/\"\n",
        "!unzip \"/content/Total GT.zip\" -d \"/content/\"\n",
        "clear_output()"
      ],
      "metadata": {
        "id": "iCgu48eBUmYr"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "filenames_img=os.listdir('/content/Total Images Process')\n",
        "filenames_GT=os.listdir('/content/Total GT')\n",
        "filenames_imgsplit=[filename.replace('.tif', '') for filename in filenames_img]\n",
        "filenames_GTsplit=[filename.replace('.txt', '') for filename in filenames_GT]"
      ],
      "metadata": {
        "id": "pebEO_UgVTnp"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def rotate_bound(image, angle):\n",
        "    # grab the dimensions of the image and then determine the\n",
        "    # center\n",
        "    (h, w) = image.shape[:2]\n",
        "    (cX, cY) = (w // 2, h // 2)\n",
        "    # grab the rotation matrix (applying the negative of the\n",
        "    # angle to rotate clockwise), then grab the sine and cosine\n",
        "    # (i.e., the rotation components of the matrix)\n",
        "    M = cv.getRotationMatrix2D((cX, cY), -angle, 1.0)\n",
        "    cos = np.abs(M[0, 0])\n",
        "    sin = np.abs(M[0, 1])\n",
        "    # compute the new bounding dimensions of the image\n",
        "    nW = int((h * sin) + (w * cos))\n",
        "    nH = int((h * cos) + (w * sin))\n",
        "    # adjust the rotation matrix to take into account translation\n",
        "    M[0, 2] += (nW / 2) - cX\n",
        "    M[1, 2] += (nH / 2) - cY\n",
        "    # perform the actual rotation and return the image\n",
        "    return cv.warpAffine(image, M, (nW, nH))"
      ],
      "metadata": {
        "id": "0NDXJqWhUxdH"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir labels_aug\n",
        "!mkdir img_aug\n",
        "for m in range(len(filenames_img)):\n",
        "  img=cv.imread('/content/Total Images Process/'+filenames_img[m],0)\n",
        "  label_file = open('/content/Total GT/'+filenames_GT[m], \"r\") \n",
        "  label=label_file.read()\n",
        "  with open(\"/content/labels_aug/\"+filenames_GTsplit[m]+'_rot.txt', 'w') as fid: # 'w' creates a new file\n",
        "          fid.write(label)\n",
        "  img=rotate_bound(img,3)\n",
        "  cv.imwrite(\"/content/img_aug/\"+filenames_imgsplit[m]+\"_rot.tif\", img)"
      ],
      "metadata": {
        "id": "bTAhTyFGVR_c"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r /content/img_aug.zip  /content/img_aug\n",
        "files.download(\"/content/img_aug.zip\") \n",
        "!zip -r /content/labels_aug.zip /content/labels_aug\n",
        "files.download(\"/content/labels_aug.zip\") "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "GyAi2BxrXVe1",
        "outputId": "6e3e2e6a-fbaa-4dca-d752-59e13e61ed38"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  adding: content/img_aug/AHTD3A0174_Para1_0_word10.jpg_rot.tif (deflated 20%)\n",
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            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  adding: content/labels_aug/AHTD3A0177_Para1_2_word20_rot.txt (stored 0%)\n",
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